{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                              \r"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 中债十年收益率和美债十年收益率对比图\n",
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# 获取中美国债收益率数据，设置起始日期为当前日期往前推3个月\n",
    "end_date_str = datetime.now()\n",
    "start_date_str = end_date_str - timedelta(days=365 * 5)  # 大致按每月30天计算3个月时间范围\n",
    "bond_data = ak.bond_zh_us_rate(start_date=start_date_str.strftime('%Y-%m-%d'))\n",
    "\n",
    "# 将“日期”列转换为日期时间类型，这里假设列名为“日期”，你可按需修改\n",
    "bond_data['日期'] = pd.to_datetime(bond_data['日期'])\n",
    "\n",
    "# 筛选出最近3个月的数据，直接按时间范围筛选，不考虑工作日因素\n",
    "recent_data = bond_data[(bond_data['日期'] >= start_date_str) & (bond_data['日期'] <= end_date_str)]\n",
    "\n",
    "# 创建图形对象，设置图形大小使其铺满一些，这里设置为宽12，高6，你可根据实际情况调整尺寸\n",
    "fig = plt.figure(figsize=(16, 6))\n",
    "\n",
    "# 添加子图，这里可以进一步对布局等进行精细控制，目前默认添加1个图即可满足需求\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# 绘制对比曲线图\n",
    "plt.plot(recent_data['日期'], recent_data['中国国债收益率10年'], label='中债十年国债收益率')\n",
    "plt.plot(recent_data['日期'], recent_data['美国国债收益率10年'], label='美债十年国债收益率')\n",
    "\n",
    "# 设置x轴日期格式\n",
    "date_format = mdates.DateFormatter('%Y-%m-%d')\n",
    "plt.gca().xaxis.set_major_formatter(date_format)\n",
    "\n",
    "# 自动旋转x轴标签避免重叠\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "# 设置轴标签和标题\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('收益率')\n",
    "plt.title('最近3个月美债和中债十年国债收益率对比')\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "# 展示图形\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
